Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	15926
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 MiB
Average record size in memory	104.0 B

Variable types

Categorical	1
Numeric	12

Alerts

`Geography[0]` is highly correlated with `Geography[1]`	High correlation
`Geography[1]` is highly correlated with `Geography[0]`	High correlation
`Geography[0]` is highly correlated with `Geography[1]` and 1 other fields	High correlation
`Geography[1]` is highly correlated with `Geography[0]`	High correlation
`Geography[2]` is highly correlated with `Geography[0]`	High correlation
`Geography[0]` is highly correlated with `Geography[1]`	High correlation
`Geography[1]` is highly correlated with `Geography[0]`	High correlation
`Exited` is highly correlated with `Geography[0]` and 5 other fields	High correlation
`Geography[0]` is highly correlated with `Exited` and 5 other fields	High correlation
`Geography[1]` is highly correlated with `Geography[0]` and 5 other fields	High correlation
`Geography[2]` is highly correlated with `Geography[0]` and 4 other fields	High correlation
`Gender` is highly correlated with `Exited` and 5 other fields	High correlation
`Age` is highly correlated with `Exited`	High correlation
`Balance` is highly correlated with `Geography[1]`	High correlation
`NumOfProducts` is highly correlated with `Exited`	High correlation
`HasCrCard` is highly correlated with `Exited` and 5 other fields	High correlation
`IsActiveMember` is highly correlated with `Exited` and 5 other fields	High correlation
`Exited` is uniformly distributed	Uniform
`Geography[0]` has 7293 (45.8%) zeros	Zeros
`Geography[1]` has 10166 (63.8%) zeros	Zeros
`Geography[2]` has 11399 (71.6%) zeros	Zeros
`Gender` has 6386 (40.1%) zeros	Zeros
`Tenure` has 425 (2.7%) zeros	Zeros
`Balance` has 5097 (32.0%) zeros	Zeros
`HasCrCard` has 3471 (21.8%) zeros	Zeros
`IsActiveMember` has 7195 (45.2%) zeros	Zeros

Reproduction

Analysis started	2023-04-14 12:29:29.948192
Analysis finished	2023-04-14 12:30:05.190147
Duration	35.24 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Exited
Categorical

HIGH CORRELATION
UNIFORM

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	124.5 KiB

1	7963
0	7963

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	15926
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	7963	50.0%
0	7963	50.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	7963	50.0%
1	7963	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	7963	50.0%
1	7963	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	15926	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7963	50.0%
1	7963	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	15926	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7963	50.0%
1	7963	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15926	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7963	50.0%
1	7963	50.0%

Geography[0]
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2416
Distinct (%)	15.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4663632586

Minimum	0
Maximum	1
Zeros	7293
Zeros (%)	45.8%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.2860500817
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4726111121
Coefficient of variation (CV)	1.013396968
Kurtosis	-1.892849872
Mean	0.4663632586
Median Absolute Deviation (MAD)	0.2860500817
Skewness	0.1336832634
Sum	7427.301256
Variance	0.2233612633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7293	45.8%
1	6219	39.0%
0.8980458875	1	< 0.1%
0.4617514384	1	< 0.1%
0.6903215962	1	< 0.1%
0.02148767685	1	< 0.1%
0.8725479125	1	< 0.1%
0.3076273581	1	< 0.1%
0.4132179225	1	< 0.1%
0.5258710185	1	< 0.1%
Other values (2406)	2406	15.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7293	45.8%
0.0003343308747	1	< 0.1%
0.0007480543662	1	< 0.1%
0.001475630066	1	< 0.1%
0.001908650055	1	< 0.1%
0.001912720145	1	< 0.1%
0.002081496148	1	< 0.1%
0.002139095346	1	< 0.1%
0.003239827356	1	< 0.1%
0.003336577413	1	< 0.1%

Value	Count	Frequency (%)
1	6219	39.0%
0.9998912366	1	< 0.1%
0.9992778277	1	< 0.1%
0.9990543689	1	< 0.1%
0.9982214576	1	< 0.1%
0.9980400877	1	< 0.1%
0.9976914389	1	< 0.1%
0.9973095264	1	< 0.1%
0.9970379897	1	< 0.1%
0.9966740454	1	< 0.1%

Geography[1]
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1840
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3042879937

Minimum	0
Maximum	1
Zeros	10166
Zeros (%)	63.8%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.9656332262
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.9656332262

Descriptive statistics

Standard deviation	0.4384928776
Coefficient of variation (CV)	1.44104561
Kurtosis	-1.188705293
Mean	0.3042879937
Median Absolute Deviation (MAD)	0
Skewness	0.8475897461
Sum	4846.090587
Variance	0.1922760037
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10166	63.8%
1	3922	24.6%
0.1603990829	1	< 0.1%
0.5523056212	1	< 0.1%
0.1921526118	1	< 0.1%
0.6588088692	1	< 0.1%
0.279988366	1	< 0.1%
0.229821086	1	< 0.1%
0.9748928683	1	< 0.1%
0.03081876028	1	< 0.1%
Other values (1830)	1830	11.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10166	63.8%
0.0002332899006	1	< 0.1%
0.0009456311327	1	< 0.1%
0.001778542398	1	< 0.1%
0.001959912305	1	< 0.1%
0.002308561131	1	< 0.1%
0.00269047356	1	< 0.1%
0.002962010296	1	< 0.1%
0.00309559146	1	< 0.1%
0.003325954618	1	< 0.1%

Value	Count	Frequency (%)
1	3922	24.6%
0.9996656691	1	< 0.1%
0.9985243699	1	< 0.1%
0.9980913499	1	< 0.1%
0.9980872799	1	< 0.1%
0.9979185039	1	< 0.1%
0.9978609047	1	< 0.1%
0.9967601726	1	< 0.1%
0.9966634226	1	< 0.1%
0.9963866027	1	< 0.1%

Geography[2]
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1738
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2293487477

Minimum	0
Maximum	1
Zeros	11399
Zeros (%)	71.6%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.3135179074
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.3135179074

Descriptive statistics

Standard deviation	0.3980756202
Coefficient of variation (CV)	1.735678194
Kurtosis	-0.2288172497
Mean	0.2293487477
Median Absolute Deviation (MAD)	0
Skewness	1.282459674
Sum	3652.608157
Variance	0.1584641994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11399	71.6%
1	2791	17.5%
0.6562082508	1	< 0.1%
0.4099738838	1	< 0.1%
0.3109137239	1	< 0.1%
0.3249207881	1	< 0.1%
0.2213075862	1	< 0.1%
0.3240288682	1	< 0.1%
0.6910685806	1	< 0.1%
0.386480749	1	< 0.1%
Other values (1728)	1728	10.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11399	71.6%
0.0001087634214	1	< 0.1%
0.0007221723404	1	< 0.1%
0.00362340138	1	< 0.1%
0.004933463653	1	< 0.1%
0.004979153326	1	< 0.1%
0.00520473104	1	< 0.1%
0.005253660856	1	< 0.1%
0.005364541103	1	< 0.1%
0.006319723142	1	< 0.1%

Value	Count	Frequency (%)
1	2791	17.5%
0.9997667101	1	< 0.1%
0.9992519456	1	< 0.1%
0.9969044085	1	< 0.1%
0.9963161349	1	< 0.1%
0.9962904753	1	< 0.1%
0.994967311	1	< 0.1%
0.9947310462	1	< 0.1%
0.9945726614	1	< 0.1%
0.9938933768	1	< 0.1%

CreditScore
Real number (ℝ_≥0)

Distinct	6371
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	648.0902579

Minimum	350
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	350
5-th percentile	495.6645322
Q1	584.863021
median	649
Q3	711.4769639
95-th percentile	801.4548831
Maximum	850
Range	500
Interquartile range (IQR)	126.6139429

Descriptive statistics

Standard deviation	91.78988081
Coefficient of variation (CV)	0.1416313232
Kurtosis	-0.3082183663
Mean	648.0902579
Median Absolute Deviation (MAD)	63.10019517
Skewness	-0.07305499603
Sum	10321485.45
Variance	8425.382219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
850	234	1.5%
678	63	0.4%
655	54	0.3%
705	53	0.3%
667	53	0.3%
651	53	0.3%
684	52	0.3%
670	50	0.3%
683	48	0.3%
652	48	0.3%
Other values (6361)	15218	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
350	5	< 0.1%
351	1	< 0.1%
358	1	< 0.1%
358.1963875	1	< 0.1%
359	1	< 0.1%
363	1	< 0.1%
365	1	< 0.1%
366.1762271	1	< 0.1%
367	1	< 0.1%
370.7579864	1	< 0.1%

Value	Count	Frequency (%)
850	234	1.5%
849.994731	1	< 0.1%
849.4774051	1	< 0.1%
849.4689962	1	< 0.1%
849.1516499	1	< 0.1%
849	8	0.1%
848.5877308	1	< 0.1%
848.1479705	1	< 0.1%
848	5	< 0.1%
847.7498587	1	< 0.1%

Gender
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2929
Distinct (%)	18.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5057863927

Minimum	0
Maximum	1
Zeros	6386
Zeros (%)	40.1%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.5334116911
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4680177967
Coefficient of variation (CV)	0.9253269829
Kurtosis	-1.890298452
Mean	0.5057863927
Median Absolute Deviation (MAD)	0.4665883089
Skewness	-0.02186211022
Sum	8055.15409
Variance	0.2190406581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	6613	41.5%
0	6386	40.1%
0.8589904465	1	< 0.1%
0.8209349412	1	< 0.1%
0.7326750542	1	< 0.1%
0.9092127531	1	< 0.1%
0.8320657506	1	< 0.1%
0.1445849973	1	< 0.1%
0.7200112063	1	< 0.1%
0.8395355017	1	< 0.1%
Other values (2919)	2919	18.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6386	40.1%
0.0007221723404	1	< 0.1%
0.0007480543662	1	< 0.1%
0.001134526331	1	< 0.1%
0.001475630066	1	< 0.1%
0.001951219389	1	< 0.1%
0.001959912305	1	< 0.1%
0.002048504939	1	< 0.1%
0.002308561131	1	< 0.1%
0.00362340138	1	< 0.1%

Value	Count	Frequency (%)
1	6613	41.5%
0.9996656691	1	< 0.1%
0.9988972932	1	< 0.1%
0.998891001	1	< 0.1%
0.9984132521	1	< 0.1%
0.9982108381	1	< 0.1%
0.9981313651	1	< 0.1%
0.9980913499	1	< 0.1%
0.9980559951	1	< 0.1%
0.9979194046	1	< 0.1%

Age
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5826
Distinct (%)	36.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.16053007

Minimum	18
Maximum	92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	18
5-th percentile	26
Q1	34
median	40
Q3	47.38349676
95-th percentile	59
Maximum	92
Range	74
Interquartile range (IQR)	13.38349676

Descriptive statistics

Standard deviation	10.10249507
Coefficient of variation (CV)	0.2454413257
Kurtosis	0.4603700809
Mean	41.16053007
Median Absolute Deviation (MAD)	6.90210794
Skewness	0.5510800769
Sum	655522.6018
Variance	102.0604066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	488	3.1%
38	481	3.0%
35	479	3.0%
36	459	2.9%
40	454	2.9%
34	449	2.8%
33	449	2.8%
39	425	2.7%
32	422	2.6%
31	404	2.5%
Other values (5816)	11416	71.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	22	0.1%
19	27	0.2%
20	40	0.3%
20.40124662	1	< 0.1%
21	53	0.3%
21.09944232	1	< 0.1%
22	84	0.5%
22.00316576	1	< 0.1%
22.90132076	1	< 0.1%
23	99	0.6%

Value	Count	Frequency (%)
92	2	< 0.1%
88	1	< 0.1%
85	1	< 0.1%
84	2	< 0.1%
83	1	< 0.1%
82	1	< 0.1%
81	4	< 0.1%
80	3	< 0.1%
79.77549414	1	< 0.1%
79	4	< 0.1%

Tenure
Real number (ℝ_≥0)

ZEROS

Distinct	5402
Distinct (%)	33.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.009653933

Minimum	0
Maximum	10
Zeros	425
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.714424876
Coefficient of variation (CV)	0.5418388001
Kurtosis	-1.056335205
Mean	5.009653933
Median Absolute Deviation (MAD)	2
Skewness	0.01933717954
Sum	79783.74854
Variance	7.368102407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1106	6.9%
2	1101	6.9%
8	1078	6.8%
5	1072	6.7%
4	1065	6.7%
3	1061	6.7%
7	1057	6.6%
9	1053	6.6%
6	1013	6.4%
10	504	3.2%
Other values (5392)	5816	36.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	425	2.7%
0.01029127854	1	< 0.1%
0.01600688158	1	< 0.1%
0.01944004914	1	< 0.1%
0.02001946448	1	< 0.1%
0.02163496298	1	< 0.1%
0.03921786045	1	< 0.1%
0.05463956226	1	< 0.1%
0.05960168887	1	< 0.1%
0.09629537466	1	< 0.1%

Value	Count	Frequency (%)
10	504	3.2%
9.99704874	1	< 0.1%
9.994146342	1	< 0.1%
9.986390746	1	< 0.1%
9.981366438	1	< 0.1%
9.979460798	1	< 0.1%
9.972003873	1	< 0.1%
9.970946534	1	< 0.1%
9.961588058	1	< 0.1%
9.959738488	1	< 0.1%

Balance
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	10828
Distinct (%)	68.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81696.39741

Minimum	0
Maximum	250898.09
Zeros	5097
Zeros (%)	32.0%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	102991.935
Q3	128829.7087
95-th percentile	164851.9231
Maximum	250898.09
Range	250898.09
Interquartile range (IQR)	128829.7087

Descriptive statistics

Standard deviation	61307.63871
Coefficient of variation (CV)	0.7504325852
Kurtosis	-1.355026414
Mean	81696.39741
Median Absolute Deviation (MAD)	37905.78283
Skewness	-0.2778562518
Sum	1301096825
Variance	3758626564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5097	32.0%
105473.74	2	< 0.1%
130170.82	2	< 0.1%
153856.4069	1	< 0.1%
134796.87	1	< 0.1%
123509.6717	1	< 0.1%
113905.48	1	< 0.1%
110132.55	1	< 0.1%
161027.5753	1	< 0.1%
109899.251	1	< 0.1%
Other values (10818)	10818	67.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5097	32.0%
639.477236	1	< 0.1%
3768.69	1	< 0.1%
9818.952477	1	< 0.1%
12100.21062	1	< 0.1%
12449.86985	1	< 0.1%
12459.19	1	< 0.1%
14262.8	1	< 0.1%
15614.9833	1	< 0.1%
16214.69884	1	< 0.1%

Value	Count	Frequency (%)
250898.09	1	< 0.1%
240966.8874	1	< 0.1%
238387.56	1	< 0.1%
236158.8925	1	< 0.1%
235473.8143	1	< 0.1%
224387.7382	1	< 0.1%
222267.63	1	< 0.1%
221532.8	1	< 0.1%
221317.9704	1	< 0.1%
220803.9643	1	< 0.1%

NumOfProducts
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2825
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.509791874

Minimum	1
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1.032883895
Q3	2
95-th percentile	2.681874665
Maximum	4
Range	3
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6103640999
Coefficient of variation (CV)	0.4042703571
Kurtosis	0.9593841808
Mean	1.509791874
Median Absolute Deviation (MAD)	0.03288389526
Skewness	1.052813248
Sum	24044.94538
Variance	0.3725443345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	7902	49.6%
2	4787	30.1%
3	348	2.2%
4	68	0.4%
2.063038814	1	< 0.1%
1.157557266	1	< 0.1%
1.242377783	1	< 0.1%
2.855871295	1	< 0.1%
1.234221896	1	< 0.1%
1.479535443	1	< 0.1%
Other values (2815)	2815	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7902	49.6%
1.000945631	1	< 0.1%
1.00095298	1	< 0.1%
1.001164404	1	< 0.1%
1.002139095	1	< 0.1%
1.002205414	1	< 0.1%
1.003239827	1	< 0.1%
1.003336577	1	< 0.1%
1.003623401	1	< 0.1%
1.003683865	1	< 0.1%

Value	Count	Frequency (%)
4	68	0.4%
3.990645777	1	< 0.1%
3.979460798	1	< 0.1%
3.976585309	1	< 0.1%
3.972526693	1	< 0.1%
3.972049658	1	< 0.1%
3.968723398	1	< 0.1%
3.958733854	1	< 0.1%
3.954808958	1	< 0.1%
3.951544294	1	< 0.1%

HasCrCard
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2552
Distinct (%)	16.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7019447133

Minimum	0
Maximum	1
Zeros	3471
Zeros (%)	21.8%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2008734728
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.7991265272

Descriptive statistics

Standard deviation	0.426975975
Coefficient of variation (CV)	0.6082757899
Kurtosis	-1.096652254
Mean	0.7019447133
Median Absolute Deviation (MAD)	0
Skewness	-0.8764191325
Sum	11179.1715
Variance	0.1823084832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9905	62.2%
0	3471	21.8%
0.9748928683	1	< 0.1%
0.9131683915	1	< 0.1%
0.06133948778	1	< 0.1%
0.1824114254	1	< 0.1%
0.03721557966	1	< 0.1%
0.8396786472	1	< 0.1%
0.3474044248	1	< 0.1%
0.3601133759	1	< 0.1%
Other values (2542)	2542	16.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3471	21.8%
0.0002332899006	1	< 0.1%
0.0005822022221	1	< 0.1%
0.0007480543662	1	< 0.1%
0.001475630066	1	< 0.1%
0.001778542398	1	< 0.1%
0.001868634948	1	< 0.1%
0.001951219389	1	< 0.1%
0.002551575533	1	< 0.1%
0.003605827164	1	< 0.1%

Value	Count	Frequency (%)
1	9905	62.2%
0.9996206421	1	< 0.1%
0.9980559951	1	< 0.1%
0.9978609047	1	< 0.1%
0.9967601726	1	< 0.1%
0.9964787649	1	< 0.1%
0.9962904753	1	< 0.1%
0.9960062631	1	< 0.1%
0.9956779929	1	< 0.1%
0.9950208467	1	< 0.1%

IsActiveMember
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2812
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4595847911

Minimum	0
Maximum	1
Zeros	7195
Zeros (%)	45.2%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.2787612672
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.467535181
Coefficient of variation (CV)	1.017299071
Kurtosis	-1.86798537
Mean	0.4595847911
Median Absolute Deviation (MAD)	0.2787612672
Skewness	0.1604349596
Sum	7319.347384
Variance	0.2185891455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7195	45.2%
1	5921	37.2%
0.4711775428	1	< 0.1%
0.2892947946	1	< 0.1%
0.5501166663	1	< 0.1%
0.8578062853	1	< 0.1%
0.8354803797	1	< 0.1%
0.5854867048	1	< 0.1%
0.4146394203	1	< 0.1%
0.6460799869	1	< 0.1%
Other values (2802)	2802	17.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7195	45.2%
0.0003793578812	1	< 0.1%
0.0007803252961	1	< 0.1%
0.0009456311327	1	< 0.1%
0.001908650055	1	< 0.1%
0.001912720145	1	< 0.1%
0.001944004914	1	< 0.1%
0.002048504939	1	< 0.1%
0.002139095346	1	< 0.1%
0.00269047356	1	< 0.1%

Value	Count	Frequency (%)
1	5921	37.2%
0.9997667101	1	< 0.1%
0.9996656691	1	< 0.1%
0.9995235099	1	< 0.1%
0.9994177978	1	< 0.1%
0.9988972932	1	< 0.1%
0.9984132521	1	< 0.1%
0.9982214576	1	< 0.1%
0.9980487806	1	< 0.1%
0.9980400877	1	< 0.1%

EstimatedSalary
Real number (ℝ_≥0)

Distinct	15925
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100449.7306

Minimum	11.58
Maximum	199992.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	124.5 KiB

Quantile statistics

Minimum	11.58
5-th percentile	9953.618414
Q1	51218.40217
median	100598.4511
Q3	149941.7706
95-th percentile	190284.0885
Maximum	199992.48
Range	199980.9
Interquartile range (IQR)	98723.36846

Descriptive statistics

Standard deviation	57515.84687
Coefficient of variation (CV)	0.5725833858
Kurtosis	-1.18931804
Mean	100449.7306
Median Absolute Deviation (MAD)	49370.70606
Skewness	-0.002124005136
Sum	1599762410
Variance	3308072641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24924.92	2	< 0.1%
15217.57095	1	< 0.1%
160162.42	1	< 0.1%
172988.8657	1	< 0.1%
65069.03	1	< 0.1%
82774.07	1	< 0.1%
165693.06	1	< 0.1%
24495.03	1	< 0.1%
60407.93	1	< 0.1%
76700.93643	1	< 0.1%
Other values (15915)	15915	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.58	1	< 0.1%
87.78040195	1	< 0.1%
90.07	1	< 0.1%
91.75	1	< 0.1%
96.27	1	< 0.1%
106.67	1	< 0.1%
123.07	1	< 0.1%
142.81	1	< 0.1%
143.34	1	< 0.1%
178.19	1	< 0.1%

Value	Count	Frequency (%)
199992.48	1	< 0.1%
199970.74	1	< 0.1%
199953.33	1	< 0.1%
199929.17	1	< 0.1%
199909.32	1	< 0.1%
199862.75	1	< 0.1%
199857.47	1	< 0.1%
199841.32	1	< 0.1%
199808.1	1	< 0.1%
199805.63	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Exited	Geography[0]	Geography[1]	Geography[2]	CreditScore	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary
0	1	1.0	0.0	0.0	619.0	0.0	42.0	2.0	0.00	1.0	1.0	1.0	101348.88
1	0	0.0	0.0	1.0	608.0	0.0	41.0	1.0	83807.86	1.0	0.0	1.0	112542.58
2	1	1.0	0.0	0.0	502.0	0.0	42.0	8.0	159660.80	3.0	1.0	0.0	113931.57
3	0	1.0	0.0	0.0	699.0	0.0	39.0	1.0	0.00	2.0	0.0	0.0	93826.63
4	0	0.0	0.0	1.0	850.0	0.0	43.0	2.0	125510.82	1.0	1.0	1.0	79084.10
5	1	0.0	0.0	1.0	645.0	1.0	44.0	8.0	113755.78	2.0	1.0	0.0	149756.71
6	0	1.0	0.0	0.0	822.0	1.0	50.0	7.0	0.00	2.0	1.0	1.0	10062.80
7	1	0.0	1.0	0.0	376.0	0.0	29.0	4.0	115046.74	4.0	1.0	0.0	119346.88
8	0	1.0	0.0	0.0	501.0	1.0	44.0	4.0	142051.07	2.0	0.0	1.0	74940.50
9	0	1.0	0.0	0.0	684.0	1.0	27.0	2.0	134603.88	1.0	1.0	1.0	71725.73

Last rows

	Exited	Geography[0]	Geography[1]	Geography[2]	CreditScore	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary
15916	1	0.000000	1.000000	0.0	567.650643	0.000000	33.960696	2.000000	115557.840616	1.288209	0.096070	0.903930	112615.951847
15917	1	0.998221	0.001779	0.0	659.964429	0.000000	47.991107	0.016007	90052.693680	1.998221	0.001779	0.998221	187598.569720
15918	1	0.041960	0.958040	0.0	779.398503	0.041960	52.622363	1.083919	81761.178289	1.000000	1.000000	0.000000	182841.899725
15919	1	0.000000	1.000000	0.0	746.429950	0.781697	61.232612	5.345092	112023.540743	1.000000	1.000000	0.218303	35964.861659
15920	1	1.000000	0.000000	0.0	571.511799	0.000000	41.500193	9.250290	0.000000	1.750097	0.249903	0.000000	170023.960197
15921	1	0.737346	0.262654	0.0	662.696311	1.000000	49.212039	5.313268	150334.344730	2.474693	1.000000	0.737346	124075.996213
15922	1	0.000000	0.000000	1.0	594.007651	0.000000	40.319051	2.334353	0.000000	1.000000	0.667177	1.000000	130144.261430
15923	1	0.227177	0.772823	0.0	677.732419	0.772823	44.135887	1.772823	167502.069193	1.000000	0.227177	0.000000	117569.480952
15924	1	0.947615	0.052385	0.0	723.342439	0.052385	61.161843	4.104770	140577.109999	1.000000	0.947615	0.000000	31178.255036
15925	1	0.000000	1.000000	0.0	630.403511	0.000000	52.807016	7.070176	114077.010238	1.000000	1.000000	0.535088	107400.827473

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows